์•ˆ๊ฐœ ๋‚€ ์šธ์ฐฝํ•œ ์ด๋ผ ๋ฎ์ธ ์ˆฒ ์† ๋†’์€ ๋‚˜๋ฌด๋“ค ์‚ฌ์ด์— ์œ„์น˜ํ•œ ์ดˆ๋ก์ƒ‰๊ณผ ํŒŒ๋ž€์ƒ‰์œผ๋กœ ๋น›๋‚˜๋Š” ๊ณ ๋Œ€ ์›ํ˜• ์œ ๋ฌผ์ธ ์ผ๋ฃจ๋ฏธ๋‚˜ํ‹ฐ์˜ ๋ˆˆ์„ ๋‹ฎ์€ ํฐ ์›ํ˜• ์œ ๋ฌผ.
๊ฒ€์€ ๋ฐฐ๊ฒฝ์— ๋„ค์˜จ ํ•‘ํฌ์™€ ๋ธ”๋ฃจ ์กฐ๋ช…์œผ๋กœ ๋ฐํžŒ ์งง์€ ๊ฒ€์€ ๋ณด๋ธŒ ํ—ค์–ด์Šคํƒ€์ผ, ํŒŒ๋ž€ ๋ˆˆ, ๋นจ๊ฐ„ ๋ฆฝ์Šคํ‹ฑ, ๊ฒ€์€ ์ดˆ์ปค๋ฅผ ํ•œ ์—ฌ์„ฑ์˜ ๋””์ง€ํ„ธ ํšŒํ™”.
์งง์€ ๊ฒ€์€ ๋ณด๋ธŒ ํ—ค์–ด์Šคํƒ€์ผ์„ ํ•œ ์—ฌ์„ฑ์ด ์–ด๊นจ ๋„ˆ๋จธ๋กœ ๋ฐ”๋ผ๋ณด๋Š” ํ‘๋ฐฑ ๋””์ง€ํ„ธ ์ž‘ํ’ˆ์œผ๋กœ, ํฐ ๊ฝƒ ์œค๊ณฝ๊ณผ ๊ฝƒ์žŽ์ด ์žฅ์‹๋œ ๊ฒ€์€ ๋จน๋ฌผ ์งˆ๊ฐ ๋“œ๋ ˆ์Šค๋ฅผ ์ž…๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

์ถ”์ฒœ ๋งค๊ฐœ๋ณ€์ˆ˜

samplers

euler, deis, ddim, dpm_2, dpmpp_2m, heunpp2, beta, normal, simple, ddim_uniform

steps

20 - 30

resolution

1024x1024, 2048x2048

vae

Flux.1-schnell VAE - unspecified

์ถ”์ฒœ ๊ณ ํ•ด์ƒ๋„ ๋งค๊ฐœ๋ณ€์ˆ˜

upscaler

UltimateSDUpscale, TTP

ํŒ

๋” ๋‚˜์€ ํ”„๋กฌํ”„ํŠธ ์ดํ•ด๋ฅผ ์œ„ํ•ด T5-XXL ๋Œ€์‹  GNER-T5-XXL ์‚ฌ์šฉ์„ ๊ถŒ์žฅํ•ฉ๋‹ˆ๋‹ค.

1024x1024 ์ดํ•˜ ํ•ด์ƒ๋„ ์ด๋ฏธ์ง€์— euler/deis์™€ normal/beta/simple ์Šค์ผ€์ค„๋Ÿฌ๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ์ƒ˜ํ”Œ๋Ÿฌ๋ฅผ ์‚ฌ์šฉํ•˜์„ธ์š”.

1024x1024์—์„œ 2048x2048์˜ ๋Œ€ํ˜• ์ด๋ฏธ์ง€์—๋Š” ddim/dpm_2/dpmpp_2m/heunpp2์™€ ddim_uniform ๋˜๋Š” beta ์Šค์ผ€์ค„๋Ÿฌ๋ฅผ ์‚ฌ์šฉํ•˜์„ธ์š”.

๊ฐ€์žฅ ๊ฐ•๋ ฅํ•œ ๋””ํ…Œ์ผ์€ dpmpp_2m+beta ์กฐํ•ฉ์—์„œ ์–ป์„ ์ˆ˜ ์žˆ์œผ๋ฉฐ, ์ตœ๊ณ ์˜ ์˜ˆ์ˆ  ํšจ๊ณผ๋Š” heunpp2+ddim_uniform ์กฐํ•ฉ์—์„œ ๋‚˜ํƒ€๋‚ฉ๋‹ˆ๋‹ค.

๊ธฐ๋ณธ ์ƒ˜ํ”Œ๋Ÿฌ ์กฐํ•ฉ์€ deis+simple ๋˜๋Š” euler+beta์ด๋ฉฐ, ๋” ๋งŽ์€ ๋…ธ์ด์ฆˆ ๋ณ€ํ˜•์œผ๋กœ๋Š” ddim/dpm_2/dpmpp_2์— beta ๋˜๋Š” sgm_uniform ์กฐํ•ฉ์ด ํฌํ•จ๋ฉ๋‹ˆ๋‹ค.

ํ•„๋ฆ„ ํšจ๊ณผ๋Š” 35mm, AGAF, Kodak ๋“ฑ์˜ LUT๋ฅผ ์ถ”๊ฐ€ํ•˜์—ฌ ์ค„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๋ชจ๋ธ์€ ์ฆ๋ฅ˜ ๊ฐ„์„ญ์„ ์ œ๊ฑฐํ•˜๋Š” ์ธต๋ณ„ ์œตํ•ฉ ๊ธฐ์ˆ ์„ ์‚ฌ์šฉํ•˜๋ฉฐ LoRA ๊ฐ€์ค‘์น˜ ๋ฏผ๊ฐ๋„๋ฅผ ๊ฐœ์„ ํ•ฉ๋‹ˆ๋‹ค.

๊ฐ„๋‹จํ•œ UNET ์›Œํฌํ”Œ๋กœ์šฐ๊ฐ€ ์ œ๊ณต๋˜๋ฉฐ, ์ปค์Šคํ…€ ๋…ธ๋“œ๊ฐ€ ํ•„์š” ์—†์Šต๋‹ˆ๋‹ค; GGUF ๋ฒ„์ „ ์‚ฌ์šฉ์ž๋Š” UNET Loader(GGUF) ๋…ธ๋“œ๋ฅผ ์‚ฌ์šฉํ•˜์„ธ์š”.

๋ฒ„์ „ ํ•˜์ด๋ผ์ดํŠธ

V3.0 ๋ฒ„์ „์€ ์™„์ „ ์—…๊ทธ๋ ˆ์ด๋“œ๋˜์–ด, ํ˜„์žฌ Flux Dev ๋ฏธ์„ธ์กฐ์ • ๋ชจ๋ธ ์ค‘ ๊ฐ€์žฅ ๊ท ํ˜• ์žกํžŒ ๋Šฅ๋ ฅ์„ ๊ฐ€์ง„ ๋ชจ๋ธ๋กœ, LoRA ํ˜ธํ™˜์„ฑ, ์‚ฌ์‹ค๊ฐ, ์ด๋ฏธ์ง€ ํ’ˆ์งˆ ๋ฐ ์˜ˆ์ˆ ์  ์ฐฝ์ž‘์„ฑ์—์„œ Flux Pro ๋ชจ๋ธ๊ณผ ๊ฐ€์žฅ ๊ทผ์ ‘ํ•ฉ๋‹ˆ๋‹ค.

Fully upgraded Version 3.0, it may be the best model in the current Flux Dev fine-tuning models. Have the very good balance in model capabilities, LoRA compatibility, realism, image quality and artistic creativity closest to the Flux Pro model.

ํฌ๋ฆฌ์—์ดํ„ฐ ์Šคํฐ์„œ

๋” ๋‚˜์€ ํ”„๋กฌํ”„ํŠธ ์ดํ•ด ๋Šฅ๋ ฅ์„ ์œ„ํ•ด T5-XXL ๋Œ€์‹  GNER-T5-XXL ์‚ฌ์šฉ์„ ๊ถŒ์žฅํ•˜๋ฉฐ, ์•„๋ž˜์—์„œ ๋‹ค์šด๋กœ๋“œ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹คhttps://civitai.com/models/1888454 ๋˜๋Š” ์ œ HF Repo.

๋˜ํ•œ Huggingface.co์—์„œ๋„ ์ด์šฉ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.

GGUF ๋ฒ„์ „ ์„ค์น˜ ๋ฐ ๋ณ€ํ™˜ ์ง€์›์€ https://github.com/city96/ComfyUI-GGUF๋ฅผ ๋ฐฉ๋ฌธํ•˜์‹œ๊ณ , ๋ชจ๋ธ ๋ณ€ํ™˜ ์Šคํฌ๋ฆฝํŠธ๋Š” https://github.com/leejet/stable-diffusion.cpp๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”.

V3.0-Krea ๋ฒ„์ „:

Flux.1-Dev-Krea ๋ชจ๋ธ์€ Dev ๋ชจ๋ธ์˜ ์˜ˆ์ˆ ์  ์Šคํƒ€์ผ๊ณผ ์‚ฌ์‹ค์  ์‚ฌ์ง„ ๋Šฅ๋ ฅ์„ ๊ฐœ์„ ํ–ˆ์ง€๋งŒ, ์ธ๋ฌผ์˜ ์„ ๋ช…๋„์™€ ๋ฏธํ•™๋ฉด์—์„œ๋Š” ์ €ํ•˜๋˜์—ˆ์œผ๋ฉฐ, ํŠนํžˆ ์›๋ณธ Dev ๋ชจ๋ธ๋กœ ํ›ˆ๋ จ๋œ Lora์™€์˜ ํ˜ธํ™˜์„ฑ์ด ๋งค์šฐ ๋–จ์–ด์ง‘๋‹ˆ๋‹ค. ๋ณธ V3.0-Krea๋Š” Krea ๋ชจ๋ธ์˜ ์ฃผ์š” ์žฅ์ ์„ ์œ ์ง€ํ•˜๋ฉด์„œ ์ด๋ฏธ์ง€ ์„ ๋ช…๋„์™€ ์›๋ณธ Dev ๋ชจ๋ธ Lora์™€์˜ ํ˜ธํ™˜์„ฑ์„ ๊ฐœ์„ ํ–ˆ์œผ๋‚˜, Lora ํ˜ธํ™˜์„ฑ์˜ ๊ฐœ์„ ํญ์€ ํฌ์ง€ ์•Š์•„ ๋‹ค์†Œ ์•„์‰ฌ์šด ์ ์ด ์žˆ์Šต๋‹ˆ๋‹ค. ์‹ ์ค‘ํžˆ ๋‹ค์šด๋กœ๋“œํ•˜์‹œ๊ธธ ๋ฐ”๋ž๋‹ˆ๋‹ค.

Flux.1-Dev-Krea ๋ชจ๋ธ์€ Dev ๋ฒ„์ „ ๋ชจ๋ธ์˜ ์˜ˆ์ˆ ์  ์Šคํƒ€์ผ๊ณผ ์‚ฌ์‹ค์ ์ธ ์‚ฌ์ง„ ์ดฌ์˜ ๋Šฅ๋ ฅ์„ ํ–ฅ์ƒ์‹œ์ผฐ์œผ๋‚˜, ์ธ๋ฌผ์˜ ์„ ๋ช…๋„์™€ ๋ฏธํ•™์ด ์•ฝํ™”๋˜์—ˆ๊ณ  ํŠนํžˆ ์›๋ณธ Dev ๋ชจ๋ธ๋กœ ํ›ˆ๋ จ๋œ Lora์™€ ํ˜ธํ™˜์„ฑ์ด ์ข‹์ง€ ์•Š์Šต๋‹ˆ๋‹ค. V3.0-Krea๋Š” Krea ๋ชจ๋ธ์˜ ์ฃผ์š” ํŠน์ง•์„ ์œ ์ง€ํ•˜๋ฉฐ ์ด๋ฏธ์ง€ ์„ ๋ช…๋„๋ฅผ ํ–ฅ์ƒ์‹œํ‚ค๊ณ  Lora์™€์˜ ํ˜ธํ™˜์„ฑ์„ ๋†’์˜€์œผ๋‚˜, Lora ํ˜ธํ™˜์„ฑ ๊ฐœ์„ ์€ ์ตœ์†Œํ•œ์ด๋ฉฐ ์ด์ƒ์ ์ด์ง€ ์•Š์•„ ์ด ๋ฒ„์ „์˜ ์•„์‰ฌ์šด ๋ถ€๋ถ„์ž…๋‹ˆ๋‹ค. ์‹ ์ค‘ํžˆ ๋‹ค์šด๋กœ๋“œํ•˜์„ธ์š”.

๋” ๋‚˜์€ ํ”„๋กฌํ”„ํŠธ ์ดํ•ด๋Šฅ๋ ฅ์„ ์œ„ํ•ด T5-XXL ๋Œ€์‹  GNER-T5-XXL ์‚ฌ์šฉ์„ ๊ถŒ์žฅํ•˜๋ฉฐ, ์•„๋ž˜์—์„œ ๋‹ค์šด๋กœ๋“œํ•˜์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹คhttps://civitai.com/models/1888454 ๋˜๋Š” ์ œ HF Repo.

Better prompt ์ดํ•ด๋Šฅ๋ ฅ์„ ์œ„ํ•ด T5-XXL ๋Œ€์‹  GNER-T5-XXL ์‚ฌ์šฉ์„ ๊ถŒ์žฅํ•˜๋ฉฐ, ๋‹ค์šด๋กœ๋“œ๋Š” https://civitai.com/models/1888454 ๋˜๋Š” ์ œ HF Repo์—์„œ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.

์ผ๋ถ€ ์˜ˆ์ œ ์ด๋ฏธ์ง€ (Some example image) :

๋ชจ๋ธ ์‚ฌ์šฉ:

๊ธฐ๋ณธ ์กฐํ•ฉ: deis+simple / euler+beta, ๋‹ค์–‘ํ•œ ์กฐํ•ฉ์„ ์‹œ๋„ํ•ด ๋ณด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

Basic: deis+simple / euler+beta, ๋” ๋‹ค์–‘ํ•œ ์กฐํ•ฉ์„ ์‹œ๋„ํ•ด ๋ณด์„ธ์š”.

๋˜ํ•œ Huggingface.co์—์„œ๋„ ์ด์šฉ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.

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V3.0-PAP ๋ฒ„์ „:

v3.0-PAP: ์ธ๋ฌผ ๋ฐ ์˜ˆ์ˆ  ์‚ฌ์ง„ ์ถœ๋ ฅ ์ตœ์ ํ™” ๊ธฐ์ดˆ ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค. ๋ชจ๋ธ์€ ๊ตฌ๋„, ๋น›๊ณผ ๊ทธ๋ฆผ์ž, ๋™์–‘์ธ ์–ผ๊ตดํ˜• ๋“ฑ์—์„œ ํŠนํ™” ๊ฐœ์„ ์„ ํ–ˆ์œผ๋ฉฐ, ์–ผ๊ตด ๋ชจ๋ธ์˜ ๋ฏผ๊ฐ๋„์™€ ์ ํ•ฉ์„ฑ์„ ๋”์šฑ ๊ฐ•ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.

์›๋ณธ Dev ๋ชจ๋ธ๊ณผ ๋น„๊ต ์‹œ, ์ธ์ข…๊ณผ ์–ผ๊ตดํ˜•์ด ๋”์šฑ ์‚ฌ์‹ค์ ์ด๊ณ  ๋‹ค์–‘ํ•˜๋ฉฐ, ์–ผ๊ตด ๋ชจ๋ธ์˜ ์˜ˆ์ œ๋Š” ๋‹ค์Œ ์ €์ž๋“ค์˜ LoRA ๋ชจ๋ธ์—์„œ ๊ฐ€์ ธ์™”์œผ๋ฉฐ, ๊ฐ์‚ฌ๋“œ๋ฆฝ๋‹ˆ๋‹ค!์ €์ž‘๊ถŒ ๋ฌธ์ œ๊ฐ€ ์žˆ์„ ๊ฒฝ์šฐ ์•Œ๋ ค์ฃผ์‹œ๋ฉด ์‚ญ์ œํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค.

Portrait and Art Photography ์ตœ์ ํ™” ๊ธฐ๋ณธ ๋ชจ๋ธ. ๋ชจ๋ธ์€ ๊ตฌ๋„, ๋น›๊ณผ ๊ทธ๋ฆผ์ž, ๋™์–‘ ์–ผ๊ตดํ˜•์—์„œ ํŠน๋ณ„ํžˆ ์ตœ์ ํ™”๋˜์–ด ์–ผ๊ตด ๋ชจ๋ธ์˜ ๋ฏผ๊ฐ๋„์™€ ์ ์‘๋ ฅ์„ ๊ฐ•ํ™”ํ–ˆ์Šต๋‹ˆ๋‹ค.
Flux.1 Dev ์›๋ณธ ๋ชจ๋ธ๊ณผ ๋น„๊ตํ•ด ์ด ๋ฒ„์ „์€ ์ธ์ข…๊ณผ ์–ผ๊ตดํ˜• ๋ฉด์—์„œ ๋”์šฑ ์‚ฌ์‹ค์ ์ด๊ณ  ํ’๋ถ€ํ•˜๋ฉฐ, ์–ผ๊ตด ๋ชจ๋ธ์˜ ์˜ˆ์ œ ๊ทธ๋ฆผ์€ ๋‹ค์Œ ์ €์ž๋“ค์˜ LoRA ๋ชจ๋ธ์—์„œ ๊ฐ€์ ธ์™”์Šต๋‹ˆ๋‹ค. ๊ฐ์‚ฌ๋“œ๋ฆฝ๋‹ˆ๋‹ค!
์ €์ž‘๊ถŒ ์นจํ•ด ์‹œ ์•Œ๋ ค์ฃผ์‹œ๋ฉด ์ฆ‰์‹œ ์‚ญ์ œํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค.

https://civitai.com/user/el_fluppe

https://civitai.com/user/wolfcatz

https://civitai.com/user/seanwang1221

https://civitai.com/user/nawusijia

๋ชจ๋ธ ์‚ฌ์šฉ ๊ฐ„๋‹จ ๊ฐ€์ด๋“œ:

๊ธฐ๋ณธ ๊ตฌ๋„: deis+simple / euler+beta; ๋…ธ์ด์ฆˆ ๋งŽ์Œ: ddim/dpm_2/dpmpp_2+beta/beta57/sgm_uniform; ์ƒ์„ธ ๋ฐ ์ƒ์ƒ๋ ฅ ํ’๋ถ€: heunpp2+ddim_uniform; ํ™•๋Œ€: UltimateSDUpscale/TTP; ํ•„๋ฆ„ ํšจ๊ณผ: lut(35mm/AGAF/Kodak) ์ถ”๊ฐ€; ๋˜๋Š” ํ™˜๊ฒฝ์— ์ตœ์  ์กฐํ•ฉ ์‚ฌ์šฉ. steps 20-30. ์›Œํฌํ”Œ๋กœ์šฐ๋Š” ์˜ˆ์ œ ์ด๋ฏธ์ง€ ์ฐธ๊ณ .

Basic: deis+simple / euler+beta; ๋…ธ์ด์ฆˆ ๋” ๋งŽ์Œ: ddim/dpm_2/dpmpp_2+beta/beta57/sgm_uniform; ๋” ๋งŽ์€ ๋””ํ…Œ์ผ๊ณผ ์ƒ์ƒ๋ ฅ: heunpp2+ddim_uniform; ์—…์Šค์ผ€์ผ๋Ÿฌ: UltimateSDUpscale/TTP; ํ•„๋ฆ„ ํšจ๊ณผ: LUT(35mm/AGAF/Kodak) ์ถ”๊ฐ€; ๋˜๋Š” ํ™˜๊ฒฝ์— ๋”ฐ๋ฅธ ์ตœ์  ์กฐํ•ฉ. ๋‹จ๊ณ„ 20-30. ์›Œํฌํ”Œ๋กœ์šฐ๋Š” ์˜ˆ์ œ POST ์ด๋ฏธ์ง€ ์ฐธ์กฐ.

๋˜ํ•œ Huggingface.co ์—์„œ๋„ ํ™•์ธ ๊ฐ€๋Šฅ.

ํฅ๋ฏธ๋กœ์šด ์–ผ๊ตด ๋ชจ๋ธ LoRA ์ œ์–ด ํ…Œ์ŠคํŠธ ์˜ˆ์ œ (An interesting face model LoRA control sample)๏ผš

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DedistilledMixTuned Dev V3.0:

์ค‘๊ตญ ์Œ๋ ฅ ๋ฑ€์˜ ํ•ด ๋Œ€์ž‘! (Great upgrade for Chinese Snake Year!)

V3.0 ๋ฒ„์ „ ๋ชจ๋ธ์€ ์™„์ „ ์—…๊ทธ๋ ˆ์ด๋“œ ๋˜์–ด, ํ˜„์žฌ Flux Dev ๋ฏธ์„ธ์กฐ์ • ๋ชจ๋ธ ์ค‘ ๊ฐ€์žฅ ๊ท ํ˜• ์žกํžŒ ๋Šฅ๋ ฅ์„ ๊ฐ€์ง„ ๋ชจ๋ธ๋กœ LoRA ํ˜ธํ™˜์„ฑ, ์‚ฌ์‹ค๊ฐ, ์ด๋ฏธ์ง€ ํ’ˆ์งˆ ๋ฐ ์˜ˆ์ˆ ์  ์ฐฝ์ž‘์„ฑ์—์„œ Flux Pro ๋ชจ๋ธ๊ณผ ๊ฐ€์žฅ ๊ทผ์ ‘ํ•ฉ๋‹ˆ๋‹ค. (ํ‰๊ฐ€ ๋น„๊ต๋ฅผ ์œ„ํ•ด ๋ณธ ๋ชจ๋ธ์˜ Seed๋Š” ์›๋ณธ Dev ๋ชจ๋ธ๊ณผ ๊ธฐ๋ณธ์ ์œผ๋กœ ์ •๋ ฌ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค)

์™„์ „ ์—…๊ทธ๋ ˆ์ด๋“œ๋œ V3.0 ๋ฒ„์ „์€, ํ˜„์žฌ Flux Dev ๋ฏธ์„ธ์กฐ์ • ๋ชจ๋ธ ์ค‘ ์ตœ์ƒ์˜ ๋ชจ๋ธ์ผ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋ชจ๋ธ ๋Šฅ๋ ฅ, LoRA ํ˜ธํ™˜์„ฑ, ์‚ฌ์‹ค๊ฐ, ์ด๋ฏธ์ง€ ํ’ˆ์งˆ ๋ฐ ์˜ˆ์ˆ  ์ฐฝ์ž‘์„ฑ์—์„œ Flux Pro ๋ชจ๋ธ๊ณผ ๊ฐ€์žฅ ๊ทผ์ ‘ํ•œ ๊ท ํ˜•์„ ๊ฐ€์ง‘๋‹ˆ๋‹ค. (ํ‰๊ฐ€ ๋ฐ ๋น„๊ต๋ฅผ ์œ„ํ•ด ์ด ๋ชจ๋ธ์˜ ์‹œ๋“œ๋Š” ๊ธฐ๋ณธ์ ์œผ๋กœ ์›๋ณธ Dev ๋ชจ๋ธ๊ณผ ์ผ์น˜ํ•ฉ๋‹ˆ๋‹ค)

V3.0 ๋ฒ„์ „ ๋ชจ๋ธ ์‚ฌ์šฉ ๊ฐ€์ด๋“œ:

๋ชจ๋ธ์€ ์ธต๋ณ„ ์œตํ•ฉ ๊ธฐ์ˆ ๋กœ ์ฆ๋ฅ˜ ๋ฐฉํ•ด๋ฅผ ์ œ๊ฑฐํ•˜๊ณ  ์›๋ณธ Flux.1 Dev ๋ชจ๋ธ๊ณผ ์™„์ „ํžˆ ํ˜ธํ™˜๋˜๋ฉฐ, ๋” ๋†’์€ LoRA ๊ฐ€์ค‘์น˜ ๋ฏผ๊ฐ๋„๋ฅผ ๊ฐ€์ง‘๋‹ˆ๋‹ค. 1024x1024 ์ดํ•˜ ํ•ด์ƒ๋„์—๋Š” euler/deis + normal/beta/simple ๋“ฑ์ด ๊ถŒ์žฅ๋˜๋ฉฐ, 1024~2048 ๊ณ ํ•ด์ƒ๋„ ์ด๋ฏธ์ง€์—๋Š” ddim/dpm_2/dpmpp_2m/heunpp2 + ddim_uniform/beta๊ฐ€ ๊ถŒ์žฅ๋ฉ๋‹ˆ๋‹ค.

๊ฐ€์žฅ ๊ฐ•๋ ฅํ•œ ๋””ํ…Œ์ผ: dpmpp_2m+beta, ์ตœ๊ณ ์˜ ์˜ˆ์ˆ ์„ฑ: heunpp2+ddim_uniform

๊ถŒ์žฅ: KSampler, ๋‹จ๊ณ„ 20-30. ์›Œํฌํ”Œ๋กœ์šฐ ์ฐธ๊ณ : https://civitai.com/images/53432419

๋ชจ๋ธ์€ ์›๋ณธ Flux.1 Dev์™€ ์™„์ „ํžˆ ํ˜ธํ™˜๋˜๋ฉฐ ์ฆ๋ฅ˜ ๊ฐ„์„ญ์„ ์ œ๊ฑฐํ–ˆ๊ณ , LoRA ๊ฐ€์ค‘์น˜์— ๋Œ€ํ•œ ๋ฏผ๊ฐ๋„๊ฐ€ ๋” ๋†’์Šต๋‹ˆ๋‹ค. 1024x1024 ๋ฐ ์ดํ•˜ ํ•ด์ƒ๋„์—์„œ๋Š” euler/deis + normal/beta/simple ๋“ฑ์„ ๊ถŒ์žฅํ•˜๋ฉฐ, 1024-2048 ๊ณ ํ•ด์ƒ๋„ ์ด๋ฏธ์ง€์—๋Š” ddim/dpm_2/dpmpp_2m/heunpp2 + ddim_uniform/beta๋ฅผ ๊ถŒ์žฅํ•ฉ๋‹ˆ๋‹ค.

๋” ๋งŽ์€ ๋””ํ…Œ์ผ: dpmpp_2m + beta, ๋” ์˜ˆ์ˆ ์ ์ธ ํ‘œํ˜„: heunpp2 + ddim_uniform

๊ถŒ์žฅ: KSampler, 20-30๋‹จ๊ณ„. ์›Œํฌํ”Œ๋กœ์šฐ๋Š” ๋‹ค์Œ ๋งํฌ ์ฐธ์กฐ: https://civitai.com/images/53432419

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DedistilledMixTuned Dev V2.0:

2025 ์‹ ๋…„ ์„ ๋ฌผ! ํ•œ ๋‹ฌ ์ด์ƒ์˜ ๊ฐœ๋ฐœ ๋์— v1.0์„ ๊ธฐ๋ฐ˜์œผ๋กœ ์ƒˆ๋กญ๊ฒŒ ์—…๊ทธ๋ ˆ์ด๋“œ๋œ V2.0 ๋ฒ„์ „์œผ๋กœ, ์‚ฌ์ง„ ์ˆ˜์ค€์˜ ์‚ฌ์‹ค๊ฐ๊ณผ ๋””ํ…Œ์ผ, ์ถœ๋ ฅ ์†๋„, LoRA ํ˜ธํ™˜์„ฑ, ๋น›๊ณผ ๊ทธ๋ฆผ์ž์˜ ์กฐํ™”์—์„œ ์ƒˆ๋กœ์šด ๊ท ํ˜•์— ๋„๋‹ฌํ–ˆ์Šต๋‹ˆ๋‹ค.

2025 New Year Gift! ํ•œ ๋‹ฌ ์ด์ƒ ํ•™์Šต๊ณผ ๋ฏธ์„ธ์กฐ์ •์„ ๊ฑฐ์ณ, V2.0 ๋ฒ„์ „์€ v1.0 ๊ธฐ๋ฐ˜์œผ๋กœ ์—…๊ทธ๋ ˆ์ด๋“œ๋˜์—ˆ์œผ๋ฉฐ ์‚ฌ์ง„๊ณผ ๊ฐ™์€ ์‚ฌ์‹ค๊ฐ, ๋””ํ…Œ์ผ ๋ฐ˜์˜, ์ถœ๋ ฅ ์†๋„, LoRA ํ˜ธํ™˜์„ฑ, ๋น›๊ณผ ๊ทธ๋ฆผ์ž์˜ ์กฐํ™”์—์„œ ์ƒˆ๋กœ์šด ๊ท ํ˜•์„ ์ด๋ค˜์Šต๋‹ˆ๋‹ค.

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DedistilledMixTuned Schnell V1.0:

ํ˜„์žฌ Flux.1 Schnell ๊ธฐ๋ฐ˜ ๋ชจ๋ธ ์ค‘ ๋น ๋ฅธ ์ถœ๋ ฅ(4-8๋‹จ๊ณ„), ์›๋ณธ Flux Schnell ๊ตฌ๋„ ์Šคํƒ€์ผ ์ค€์ˆ˜, ํ”„๋กฌํ”„ํŠธ ๋ณต์›๋ ฅ์ด ๋›ฐ์–ด๋‚˜๊ณ  ์ถœ๋ ฅ ํ’ˆ์งˆ, ์„ธ๋ถ€ ๋ฌ˜์‚ฌ, ์‚ฌ์‹ค์„ฑ, ์Šคํƒ€์ผ ๋‹ค์–‘์„ฑ์—์„œ ์ตœ์ ์˜ ๊ท ํ˜•์„ ์ด๋ฃฌ ์˜คํ”ˆ์†Œ์Šค ์ƒ์—…์šฉ Schnell ๊ธฐ๋ณธ ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค.

๋‹จ 4๋‹จ๊ณ„์—์„œ, ๋ณธ ๋ชจ๋ธ์€ Flux.1 Schnell์˜ ๋‹ค๋ฅธ ์กฐ์ • ๋ชจ๋ธ๋“ค๊ณผ ๋น„๊ตํ•ด ์ด๋ฏธ์ง€ ํ’ˆ์งˆ, ์„ธ๋ถ€ ๋ฌ˜์‚ฌ, ํ˜„์‹ค์„ฑ, ์Šคํƒ€์ผ ๋‹ค์–‘์„ฑ ๋ฉด์—์„œ ์ตœ๊ณ ์˜ ๊ท ํ˜•์„ ์ด๋ค˜์œผ๋ฉฐ, ์›๋ณธ Flux ๋ชจ๋ธ ์Šคํƒ€์ผ ์ค€์ˆ˜ ๋Šฅ๋ ฅ๊ณผ ํ”„๋กฌํ”„ํŠธ ์ถ”์ข… ๋Šฅ๋ ฅ์ด ๋›ฐ์–ด๋‚ฉ๋‹ˆ๋‹ค.

๊ธฐ๋ฐ˜: FLUX.1-schnell, ํ•ฉ์นจ: LibreFLUX, ๋ฏธ์„ธ์กฐ์ • ๋„๊ตฌ: ComfyUI, Block_Patcher_ComfyUI, ComfyUI_essentials ๋“ฑ. ๊ถŒ์žฅ ๋‹จ๊ณ„๋Š” 4-8๋‹จ๊ณ„์ด๋ฉฐ ๋ณดํ†ต 4๋‹จ๊ณ„๊ฐ€ ์ ์ ˆํ•ฉ๋‹ˆ๋‹ค. ๋‹ค๋ฅธ Flux.1 Schnell ๋ชจ๋ธ ๋Œ€๋น„ ํ’ˆ์งˆ๊ณผ ์‚ฌ์‹ค์„ฑ์ด ํฌ๊ฒŒ ํ–ฅ์ƒ๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

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DedistilledMixTuned Dev V1.0:

์•„๋งˆ๋„ ํ˜„์žฌ 10๋‹จ๊ณ„ ์ด๋‚ด๋กœ ๋น ๋ฅธ ์ถœ๋ ฅ์ด ๊ฐ€๋Šฅํ•œ Flux ๋ฏธ์„ธ์กฐ์ • ๋ชจ๋ธ ์ค‘ ์›๋ณธ Flux.1 Dev ์Šคํƒ€์ผ์„ ์ค€์ˆ˜ํ•˜๋ฉฐ, ํ”„๋กฌํ”„ํŠธ ๋ณต์›๋ ฅ์ด ๋›ฐ์–ด๋‚˜๊ณ  ์ถœ๋ ฅ ํ’ˆ์งˆ๊ณผ ์„ธ๋ถ€ ๋ฌ˜์‚ฌ ๋ฉด์—์„œ Flux.1 Dev ๋ชจ๋ธ์„ ๋Šฅ๊ฐ€ํ•˜๋ฉฐ Flux.1 Pro์™€ ๊ฐ€์žฅ ๊ทผ์ ‘ํ•œ ๊ธฐ๋ณธ ๋ชจ๋ธ์ผ ๊ฒƒ์ž…๋‹ˆ๋‹ค.

์•„๋งˆ๋„ 6-10๋‹จ๊ณ„์—์„œ ์ตœ๊ณ ์˜ ํ’ˆ์งˆ์„ ๊ฐ€์ง„ ๋ชจ๋ธ๋กœ, ์ผ๋ถ€ ์„ธ๋ถ€ ์‚ฌํ•ญ์—์„œ Flux.1 Dev ๋ชจ๋ธ์„ ๋›ฐ์–ด๋„˜๊ณ  Flux.1 Pro ๋ชจ๋ธ์— ๊ฐ€๊นŒ์šฐ๋ฉฐ, ํ”„๋กฌํ”„ํŠธ ์ดํ•ด ๋ฐ ์›๋ณธ Flux.1 Dev ์Šคํƒ€์ผ ์ค€์ˆ˜ ๋Šฅ๋ ฅ์ด ๋›ฐ์–ด๋‚ฉ๋‹ˆ๋‹ค.

๊ธฐ๋ฐ˜: Flux-Fusion-V2, ํ•ฉ์นจ: flux-dev-de-distill, ๋ฏธ์„ธ์กฐ์ • ๋„๊ตฌ: ComfyUI, Block_Patcher_ComfyUI, ComfyUI_essentials ๋“ฑ. ๊ถŒ์žฅ ๋‹จ๊ณ„๋Š” 6-10๋‹จ๊ณ„์ž…๋‹ˆ๋‹ค. ๋‹ค๋ฅธ Flux.1 ๋ชจ๋ธ ๋Œ€๋น„ ํ’ˆ์งˆ์ด ํฌ๊ฒŒ ํ–ฅ์ƒ๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

GGUF Q8_0 / Q5_1 /Q4_1 ์–‘์žํ™” ๋ฒ„์ „ ๋ชจ๋ธ ํŒŒ์ผ์€ ํ…Œ์ŠคํŠธ๋ฅผ ๊ฑฐ์ณค์œผ๋ฉฐ ๋™์‹œ ์ œ๊ณต๋ฉ๋‹ˆ๋‹ค. ๋‹ค๋ฅธ ์–‘์žํ™” ๋ฒ„์ „์€ ์ œ๊ณตํ•˜์ง€ ์•Š์œผ๋ฉฐ, ํ•„์š”ํ•˜๋ฉด ์•„๋ž˜ ์•ˆ๋‚ด์— ๋”ฐ๋ผ fp8 ๋ชจ๋ธ์„ ์ง์ ‘ ์–‘์žํ™” ํ•˜์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

GGUF Q8_0 / Q5_1 /Q4_1 quantized ๋ชจ๋ธ ํŒŒ์ผ์€ ํ…Œ์ŠคํŠธ ๋˜์—ˆ์œผ๋ฉฐ ๋™์‹œ์— ์—…๋กœ๋“œ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ๊ณผ๋„ํ•œ ์–‘์žํ™”๋Š” ์ด ๊ณ ์† ๊ณ ์ •๋ฐ€ ๋ชจ๋ธ์˜ ์žฅ์ ์„ ์ƒ์‹คํ•˜๋ฏ€๋กœ, ๋ณ„๋„์˜ ์–‘์žํ™” ๋ฒ„์ „์€ ์ œ๊ณต๋˜์ง€ ์•Š์œผ๋ฉฐ, FP8 ๋ชจ๋ธ ํŒŒ์ผ์„ ๋‹ค์šด๋กœ๋“œํ•˜์—ฌ ๋‹ค์Œ ํŒ์— ๋”ฐ๋ผ ์–‘์žํ™”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

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๊ถŒ์žฅ:

UNET ๋ฒ„์ „ (๋ชจ๋ธ๋งŒ ํ•ด๋‹น)์€ ํ…์ŠคํŠธ ์ธ์ฝ”๋”์™€ VAE๊ฐ€ ํ•„์š”ํ•˜๋ฉฐ, ์•„๋ž˜ CLIP๊ณผ ํ…์ŠคํŠธ ์ธ์ฝ”๋” ๋ชจ๋ธ ์‚ฌ์šฉ์„ ๊ถŒ์žฅํ•˜์—ฌ ๋” ๋‚˜์€ ํ”„๋กฌํ”„ํŠธ ์•ˆ๋‚ด๋ฅผ ๋ฐ›์œผ์„ธ์š”:

๊ฐ„๋‹จํ•œ ์›Œํฌํ”Œ๋กœ์šฐ: ์•„๋ž˜์™€ ๊ฐ™์ด ๋งค์šฐ ๊ฐ„๋‹จํ•˜๋ฉฐ, ๋‹ค๋ฅธ comfy ์ปค์Šคํ…€ ๋…ธ๋“œ๋Š” ํ•„์š” ์—†์Šต๋‹ˆ๋‹ค (GGUF ๋ฒ„์ „์€ city96์˜ UNET Loader(GGUF) ๋…ธ๋“œ๋ฅผ ์‚ฌ์šฉํ•˜์„ธ์š”):

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์ฆ๋ฅ˜์˜ ๊ธฐ๋ฆ„๊ธฐ๋ฅผ ์”ป์–ด๋‚ด๊ณ  ๋ชจ๋ธ ๋ณธ์—ฐ์œผ๋กœ ๋Œ์•„๊ฐ€, ๊ฐ€์žฅ ์ˆœ์ˆ˜ํ•œ Flux ๊ณ ํ’ˆ์งˆ ๊ธฐ๋ณธ ๋ชจ๋ธ์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค!

์ฆ๋ฅ˜๋ฅผ ์—†์• ๊ณ  ๋ณธ์งˆ๋กœ ๋ณต๊ท€ํ•˜์„ธ์š”.

๋ชจ๋ธ์ด ์ข‹๋‹ค๊ณ  ๋А๋ผ์‹œ๋ฉด, ์ด๋ฏธ์ง€ ๊ณต์œ  ๋งŽ์ด ๋ถ€ํƒ๋“œ๋ฆฝ๋‹ˆ๋‹ค. ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค!

๋ชจ๋ธ์ด ๋งˆ์Œ์— ๋“œ์‹œ๋ฉด, ์—ฌ๊ธฐ์„œ ์ด๋ฏธ์ง€ ๊ณต์œ  ๋ถ€ํƒ๋“œ๋ฆฌ๋ฉฐ, ๋งค์šฐ ๊ฐ์‚ฌ๋“œ๋ฆฝ๋‹ˆ๋‹ค!


๊ฐ์‚ฌ์˜ ๋ง์”€:

https://huggingface.co/black-forest-labs/FLUX.1-dev, ๋งค์šฐ ํ›Œ๋ฅญํ•œ ์˜คํ”ˆ์†Œ์Šค T2I ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค. FLUX.1 [dev] ๋น„์ƒ์—… ๋ผ์ด์„ ์Šค ํ•˜์— ๋ฐฐํฌ๋ฉ๋‹ˆ๋‹ค.

https://huggingface.co/black-forest-labs/FLUX.1-schnell, ๋งค์šฐ ํ›Œ๋ฅญํ•œ ์˜คํ”ˆ์†Œ์Šค T2I ๋ชจ๋ธ๋กœ Apache-2.0 ๋ผ์ด์„ ์Šค์ž…๋‹ˆ๋‹ค.

https://huggingface.co/Anibaaal, Flux-Fusion์€ ํ›Œ๋ฅญํ•œ ํ˜ผํ•ฉ ๋ฐ ํŠœ๋‹ ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค.

https://huggingface.co/nyanko7, Flux-dev-de-distill์€ ํ›Œ๋ฅญํ•œ ์‹คํ—˜ ํ”„๋กœ์ ํŠธ์ด๋ฉฐ, inference.py ์Šคํฌ๋ฆฝํŠธ์— ๊ฐ์‚ฌ๋ฅผ ํ‘œํ•ฉ๋‹ˆ๋‹ค.

https://huggingface.co/jimmycarter/LibreFLUX, ์ž์œ ๋กœ์šด ์ฆ๋ฅ˜ ์ œ๊ฑฐ FLUX ๋ชจ๋ธ๋กœ, FLUX.1-schnell์˜ Apache 2.0 ๋ฒ„์ „์ž…๋‹ˆ๋‹ค.

https://huggingface.co/MonsterMMORPG, Furkan๋Š” Flux.1 ๋ชจ๋ธ ํ…Œ์ŠคํŠธ ๋ฐ ํŠœ๋‹ ๊ฐ•์ขŒ, ์ฆ๋ฅ˜ ์ œ๊ฑฐ ๋ชจ๋ธ ํŠน๋ณ„ ํ…Œ์ŠคํŠธ๋ฅผ ๋‹ค์ˆ˜ ๊ณต์œ ํ•˜์˜€์Šต๋‹ˆ๋‹ค.

https://github.com/cubiq/Block_Patcher_ComfyUI, cubiq์˜ Flux ๋ธ”๋ก ํŒจ์ฒ˜ ์ƒ˜ํ”Œ๋Ÿฌ๋Š” Flux.1 ๋ธ”๋ก ๋งค๊ฐœ๋ณ€์ˆ˜๊ฐ€ ์ด๋ฏธ์ง€ ์ƒ์„ฑ์— ๋ฏธ์น˜๋Š” ์˜ํ–ฅ์„ ๊นŠ์ด ํ…Œ์ŠคํŠธํ•  ์ˆ˜ ์žˆ๊ฒŒ ํ•ด์ฃผ์—ˆ์Šต๋‹ˆ๋‹ค. ๊ทธ์˜ ComfyUI_essentials์—๋Š” FluxBlocksBuster ๋…ธ๋“œ๊ฐ€ ์žˆ์–ด ๋ธ”๋ก ๊ฐ’์„ ์‰ฝ๊ฒŒ ์กฐ์ •ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ํ›Œ๋ฅญํ•œ ์ž‘์—…์ž…๋‹ˆ๋‹ค!

https://huggingface.co/twodgirl, ๋ชจ๋ธ ์–‘์žํ™” ์Šคํฌ๋ฆฝํŠธ ๋ฐ ํ…Œ์ŠคํŠธ ๋ฐ์ดํ„ฐ์…‹ ๊ณต์œ .

https://huggingface.co/John6666, ๋ชจ๋ธ ๋ณ€ํ™˜ ์Šคํฌ๋ฆฝํŠธ ๋ฐ ๋ชจ๋ธ ์ปฌ๋ ‰์…˜ ๊ณต์œ .

https://github.com/city96/ComfyUI-GGUF, GGUF ์–‘์žํ™” ๋ชจ๋ธ ๋„ค์ดํ‹ฐ๋ธŒ ์ง€์›.

https://github.com/leejet/stable-diffusion.cpp, ์ˆœ์ˆ˜ C/C++ GGUF ๋ชจ๋ธ ๋ณ€ํ™˜ ์Šคํฌ๋ฆฝํŠธ ์ œ๊ณต.

์ฃผ์˜: GGUF Q5/Q4๋กœ ์‰ฝ๊ฒŒ ๋ณ€ํ™˜ํ•˜๋ ค๋ฉด https://github.com/ruSauron/to-gguf-bat ์Šคํฌ๋ฆฝํŠธ๋ฅผ ๋‹ค์šด๋กœ๋“œํ•˜์—ฌ sd.exe ํŒŒ์ผ๊ณผ ๋™์ผํ•œ ๋””๋ ‰ํ„ฐ๋ฆฌ์— ๋‘์‹œ๊ณ , ํƒ์ƒ‰๊ธฐ์—์„œ fp8.safetensors ๋ชจ๋ธ ํŒŒ์ผ์„ bat ํŒŒ์ผ์— ๋“œ๋ž˜๊ทธ ํ•˜์‹œ๋ฉด CMD ์ฐฝ์ด ์—ด๋ฆฌ๋ฉฐ ๋ฉ”๋‰ด์— ๋”ฐ๋ผ ๋ณ€ํ™˜ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.


๋ผ์ด์„ ์Šค

๊ฐ€์ค‘์น˜๋Š” FLUX.1 [dev] ๋น„์ƒ์—… ๋ผ์ด์„ ์Šค ํ•˜์— ์žˆ์Šต๋‹ˆ๋‹ค.

์ด์ „
Add Detail - Slider - Illustrious
๋‹ค์Œ
AnimeNix 2.5D - Niji

๋ชจ๋ธ ์„ธ๋ถ€์‚ฌํ•ญ

๋ชจ๋ธ ์œ ํ˜•

Checkpoint

๊ธฐ๋ณธ ๋ชจ๋ธ

Flux.1 D

๋ชจ๋ธ ๋ฒ„์ „

v3.0 fp8

๋ชจ๋ธ ํ•ด์‹œ

b0b64b4b6a

์ œ์ž‘์ž

ํ† ๋ก 

๋Œ“๊ธ€์„ ๋‚จ๊ธฐ๋ ค๋ฉด log inํ•˜์„ธ์š”.

Flux1-DedistilledMixTuned - v3.0 fp8 ์ œ์ž‘ ์ด๋ฏธ์ง€

๊ธฐ๋ณธ ๋ชจ๋ธ ์ด๋ฏธ์ง€

ํฌํ† ๋ฆฌ์–ผ๋ฆฌ์Šคํ‹ฑ ์ด๋ฏธ์ง€